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Why Accuracy Is the Hardest Thing to Get Right When Training AI

Why Accuracy Is the Hardest Thing to Get Right When Training AI

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3 min read
I pay an LLM to approve bad reviews

I pay an LLM to approve bad reviews

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5 min read
EPIC Mode: A Blueprint for Stopping Agent Overthinking

EPIC Mode: A Blueprint for Stopping Agent Overthinking

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2 min read
The Memory Limit That Didn't Kill Anything

The Memory Limit That Didn't Kill Anything

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6 min read
6 ways MCP servers get pwned — and the code that stops each one

6 ways MCP servers get pwned — and the code that stops each one

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3 min read
Designing a parser contract for AI output (not just a prompt)

Designing a parser contract for AI output (not just a prompt)

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3 min read
What Breaks First When You Swap a Local Coding Model for a Free Hosted One? A Failure-Mode Probe Suite

What Breaks First When You Swap a Local Coding Model for a Free Hosted One? A Failure-Mode Probe Suite

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5 min read
Meta Muse Glimmer-30B: How a Dense Local Model Is Rethinking On-Device Agentic AI

Meta Muse Glimmer-30B: How a Dense Local Model Is Rethinking On-Device Agentic AI

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4 min read
My quality gate wasn't strict. It was dead.

My quality gate wasn't strict. It was dead.

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4 min read
Hype Cycles Don't Ship My Code: How I Gate New LLMs with a Self-Written Eval Deck

Hype Cycles Don't Ship My Code: How I Gate New LLMs with a Self-Written Eval Deck

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5 min read
Your AI Agent Has Access to Your Database. What Could Go Wrong?

Your AI Agent Has Access to Your Database. What Could Go Wrong?

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5 min read
Your Feed Says the New Model Is Great. Mine Says Prove It in Under an Hour

Your Feed Says the New Model Is Great. Mine Says Prove It in Under an Hour

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4 min read
Context Windows: Why Too Much Text Breaks AI in Production

Context Windows: Why Too Much Text Breaks AI in Production

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6 min read
Pick Your LLM With a Scoreboard, Not a Hunch: A Two-File Eval That Costs Nothing to Re-Run

Pick Your LLM With a Scoreboard, Not a Hunch: A Two-File Eval That Costs Nothing to Re-Run

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6 min read
Stop Picking LLMs by Vibes: A Reproducible Evaluation Harness You Can Run for Free

Stop Picking LLMs by Vibes: A Reproducible Evaluation Harness You Can Run for Free

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5 min read
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